armature deforms body
You need to modify the weights of the side torso.  Select the mesh, hit Ctrl+Tab and get into Weight painting mode.  For more information about weight-painting, please see:https://www.blender.org/manual/painting_sculpting/painting/weight_paint/introduction.html#weight-paint-in-a-nutshell